The Chief Information Security Officer stared at the product manager. The request was to approve the launch of a new AI-powered feature that summarized customer support tickets. It worked beautifully in the demo. The CISO had one question: “Show me the manifest.”
The product manager blinked. “The what?”
“The manifest. The bill of materials. What data was it trained on? What open-source models did we build on? What are all the Python libraries in the stack, down to the last dependency?”
A nervous engineer was pulled into the video call. He mumbled something about a popular model from a public repository, a few public datasets, and “the usual data science stack.” He couldn’t produce a definitive list. No one could. The feature was approved with a reluctant nod, another piece of critical infrastructure built on a foundation of sand.
In the world of traditional software, this conversation would be unthinkable. Years of catastrophic vulnerabilities, like the Log4j crisis that sent thousands of engineers scrambling, have forced a discipline of accountability. The Software Bill of Materials (SBOM) is now a standard demand. It is a formal, machine-readable inventory
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